Every category where a model named WorkBright for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant
Employee onboarding	Onboarding and employee experience	0%	14 of 104	0%	10	accepted challenger
HR compliance and policy management	Core HR and payroll	0%	52 of 84	0%	1	under 10 labels · led by Rippling at 16%

Movement

This is the first edition on this tier, so no move can be computed for WorkBright yet. From the next edition this section shows, per buyer segment, whether its share moved by more than the measured noise floor.

By model

How each model treated WorkBright across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.

Model	Alternative	Mention	Labels
Claude Haiku 4.5	1	0	1
GPT-5.4 mini	0	1	1
Gemini 3.5 Flash	0	0	0
Perplexity Sonar	0	1	1
Grok 4.1 Fast	1	0	1
Mistral Small	0	0	0
DeepSeek V4 Flash	1	0	1
Llama 4 Maverick	0	0	0
Qwen 3.7 Flash	0	0	0
Kimi K2	0	1	1
GLM 4.7 FlashX	2	2	4
MiniMax M2.5	1	0	1

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.

FramingLabels by classFirst choices

Direct2 labelsNone

Paraphrase3 labelsNone

Comparative16 labelsNone

Budget-constrained2 labels1

Scale-constrained3 labelsNone

Negative3 labelsNone

First choiceAlternativeMentionNegative29 labels in all, every segment counted; 1 of the 1 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“WorkBright is purpose-built for collecting paperwork and clearing compliance for remote or high-volume hires” Claude Haiku 4.5 · Employee onboarding · comparative prompt · alternative

“heavy compliance/high-volume hiring, consider WorkBright or Click Boarding” DeepSeek V4 Flash · Employee onboarding · scale prompt · alternative

“WorkBright/ClearCompany: Compliance-focused without major UX horror stories” Grok 4.1 Fast · Employee onboarding · negative prompt · alternative

“WorkBright or Deel are worth considering” GLM 4.7 FlashX · Employee onboarding · paraphrase prompt · alternative

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

No model argued against it.

Named alongside

The products named in the same answers as WorkBright, over the 29 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and WorkBright was named but was not.

ProductSame answerTook the first choice insteadHead to head

Rippling24 of 295Not in the top three

BambooHR23 of 2913Not in the top three

Gusto20 of 298Not in the top three

Enboarder16 of 291Not in the top three

Workday13 of 294Not in the top three

Deel12 of 291Not in the top three

Click Boarding9 of 290Not in the top three

HiBob8 of 290Not in the top three

SAP SuccessFactors6 of 291Not in the top three

Trainual6 of 290Not in the top three

A head-to-head page exists where both products are in a category's top three. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named WorkBright. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 26 of the 29 answers that named WorkBright and are not a share of its labels.

Domains cited

hr.university12

peoplemanagingpeople.com12

gartner.com10

hrcloud.com10

rippling.com8

siit.io8

asana.com7

firsthr.app7

gusto.com7

joinhomebase.com7

Eighty-eight of the eighty-eight domain citations in answers naming WorkBright came from somebody else's page.

Pages cited

hr.university/tools/onboarding-software12

gartner.com/reviews/market/onboarding-software10

peoplemanagingpeople.com/tools/best-hr-software-for-onboarding10

hrcloud.com/blog/best-employee-onboarding-software8

siit.io/blog/best-employee-onboarding-software8

asana.com/resources/best-employee-onboarding-software7

forbes.com/advisor/business/software/best-onboarding-software6

hrtechsaas.com/blog/best-employee-onboarding-software6

Pages are listed as the models cited them.

Names read as WorkBright

What the judge wrote, as written, with how often. The vendor table decides that these count as WorkBright; a claim can dispute any of them.

Workbright 1

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when WorkBright's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as WorkBright, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at workbright.com is approved on the spot, any other address is reviewed by hand.

Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.